Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 2.317 16.9 150686.02 0.9799227944489068 -0.003576836780441306 -0.4702867418865831 119.53606414794922 49066.004 0.9798092971177046 -0.003265777256395566 -0.5287621570338132 120.3705062866211 True 0 100 9.69 13.48 37700.72 0.9638530321724308 0.04406309579319192 -0.5076053133168621 35.76696014404297 17422.332 0.964312897942642 0.042117651413497326 -0.5683667531092945 35.0517578125 True 0 200 9.816 13.66 46558.156 0.9707877744050091 0.02358932034498319 -0.5117577329321219 26.245141983032227 17751.344 0.971214519095593 0.02284560942493994 -0.5742097382762634 25.611417770385742 True 0 300 9.621 13.79 36313.94 0.9561055042146023 0.06321459474546609 -0.48668147250947896 28.366289138793945 15495.524 0.9563536004871018 0.06118072173699639 -0.5491661144491019 27.70331382751465 True 0 400 9.766 14.13 37062.88 0.9549867890040757 0.0636955776275301 -0.532471811894197 12.92786693572998 18700.012 0.955294894544415 0.06202399523727876 -0.6065904113613717 12.64694595336914 False 1 500 9.766 14.24 32195.648 0.9581816677159796 0.05956275710024331 -0.015417301911284187 15.198744773864746 15462.152 0.9590743304596391 0.05674396171454953 -0.03562880281664974 14.715446472167969 True 1 600 10.01 14.8 27777.373 0.9509925682140582 0.0664988153561151 -0.49493961997009617 8.24593734741211 15143.644 0.9514280210635261 0.06583498790288872 -0.5835619085274244 8.073287010192871 True 1 700 9.921 16.94 25671.76 0.9579781973834949 0.06500319403165832 -0.2813554121943768 8.670065879821777 14668.422 0.9590185877527284 0.06246537311573531 -0.39801747321913655 8.366432189941406 True 1 800 10.02 14.35 28848.162 0.9544131342688911 0.056140313755578916 -0.46342710602378473 8.854454040527344 14063.683 0.9550514013595252 0.05442029502941277 -0.5208597645557426 8.899459838867188 True 2 900 10.45 13.54 29279.309 0.9612848800730498 0.051357858862528076 -0.488470528206127 13.71735954284668 14746.943 0.9621191782972672 0.04796213378037522 -0.578432843875402 13.337371826171875 False 2 1000 9.986 13.67 28038.564 0.9591215075136039 0.05132285178822954 -0.4710679967384319 14.866806030273438 17644.398 0.9604092669607545 0.047867041859128 -0.552039707638677 14.39078140258789 False 2 1100 9.86 13.81 23821.459 0.9503751809815181 0.07462676889675485 -0.4229368422394359 9.40468692779541 14919.9795 0.9523660075543932 0.06900259488512273 -0.5049276834366597 9.122282028198242 False 2 1200 9.612 13.67 22051.088 0.9493451982876037 0.08070867403956118 -0.357162587426484 8.616915702819824 13848.986 0.9520080124932555 0.07416959327153128 -0.47352459093376953 8.36507511138916 True 3 1300 9.826 13.91 21228.604 0.9456636057613975 0.084037032373627 -0.4078551799138936 7.370606422424316 13491.889 0.9483792251782409 0.07681101816107366 -0.5128950542815885 7.276174068450928 True 3 1400 10.08 13.72 21375.348 0.9450042589404303 0.08113117894394915 -0.48996137309582494 7.238196849822998 13239.019 0.9472995064694423 0.0752601287445625 -0.5806813787452698 7.108785629272461 True 3 1500 9.959 14.05 22717.541 0.9459701236243644 0.09178105812158747 -0.2918433940851999 10.510597229003906 13858.76 0.948019846810728 0.08578365492898592 -0.4305872268204379 10.182787895202637 False 3 1600 9.62 13.66 26869.01 0.9465353532020819 0.08618817743037877 -0.11403009690202712 9.057233810424805 16079.138 0.9486626988760888 0.07900094964802037 -0.21172038150219247 8.747064590454102 False 4 1700 9.43 15.04 25793.75 0.9542150469673915 0.0628938446606285 -0.4768623004396078 7.949164867401123 13865.393 0.9559123491485821 0.057961053422235786 -0.5820080011131934 7.773536205291748 False 4 1800 9.826 13.67 21740.947 0.9331635851327743 0.11458397645317779 -0.35209111970964163 7.32136869430542 12329.961 0.9372673637201174 0.10476435305009338 -0.5104690531335703 7.156679630279541 True 4 1900 10.37 13.63 21892.746 0.9342916221777462 0.11116412267788343 -0.3789008649563737 7.4234514236450195 12089.299 0.9383224810122369 0.09964325938032176 -0.49251433743567535 7.313083171844482 True 4 2000 10.69 13.77 23870.508 0.9443911661483321 0.07833571028818104 -0.49443389119901876 7.878091812133789 15415.679 0.9470973824397002 0.0703445843507312 -0.5732817360165432 7.85644006729126 False 5 2100 9.649 13.86 19986.53 0.938078398153468 0.11206146178356327 -0.4938379417673424 7.706271171569824 13113.841 0.9413838480198825 0.10122779825760846 -0.569219972288433 7.5279998779296875 False 5 2200 9.717 13.77 20061.287 0.9390789276034337 0.09861734760965417 -0.3926807327461937 7.295975685119629 12897.422 0.9434279351816427 0.0883928256253019 -0.5159877514674617 7.147882461547852 False 5 2300 9.503 15.69 21105.967 0.9468772366776507 0.08167114701094669 -0.4195504770296417 10.536880493164062 13019.385 0.9505840016556926 0.07205724827085051 -0.5366520938555817 10.246404647827148 False 5 2400 9.648 13.59 20967.469 0.9426594441762296 0.09175157879526624 0.2891334299795206 6.497267246246338 14663.682 0.9483212307851123 0.07630522489999386 0.34235267992091534 6.185760974884033 False 6 2500 9.447 17.99 18459.828 0.9264742641683116 0.12482221886717543 -0.47275578124474077 7.678936958312988 12352.729 0.931663051345772 0.11243158398083564 -0.5739959991032682 7.587662696838379 False 6 2600 9.565 16.22 20484.543 0.9372525260081308 0.10158609498204096 0.06075268734026118 6.57875919342041 12348.685 0.9425498674892183 0.08882167209910993 0.04402451081824675 6.349506378173828 False 6 2700 9.514 16.56 18080.857 0.9336046878688772 0.11287114582850816 0.13682667775460536 6.954002857208252 12140.212 0.9393045785927583 0.09820094000947242 0.15771959557189474 6.685397624969482 True 6 2800 9.79 13.43 18660.846 0.9199787914681699 0.13349790359823616 -0.2646443480626427 8.383329391479492 11707.261 0.9277423030181011 0.11513212090146578 -0.3784001700788571 8.212625503540039 True 7 2900 9.827 14.75 20582.46 0.9400209547744633 0.0890951064928677 -0.3281132965413896 7.284176826477051 12783.541 0.9449079017277637 0.0782379376989626 -0.4616714206529298 7.103536605834961 False 7 3000 9.726 13.8 18138.133 0.9255478151840048 0.13243818386846629 -0.16974783380744127 6.897260665893555 12081.102 0.9315086434894146 0.11806035437210997 -0.27954659734618986 6.654592990875244 False 7 3100 9.437 16.01 21497.11 0.9386901174098673 0.0940481280302232 0.27365734366945943 6.126607418060303 12508.884 0.9444205968982057 0.08061416871704714 0.3604059295749756 5.734717845916748 False 7 3200 9.66 13.75 18696.996 0.9280343002971745 0.1244319810778547 -0.26052324764394036 6.941592693328857 12097.684 0.9330999009406592 0.11129789567138175 -0.4049930130152936 6.787993907928467 False 8 3300 9.423 17.01 17555.184 0.9194780091213848 0.13743798004006402 -0.3131978624380742 6.975996494293213 11782.548 0.9270910790204869 0.11985718799947281 -0.4644983324863384 6.789967060089111 True 8 3400 10.12 13.99 18676.363 0.9238017829799102 0.12766156888664248 -0.03887675450227551 6.7994465827941895 11540.91 0.9310191262617156 0.11081338165952982 -0.07160810795361455 6.541108131408691 True 8 3500 10.15 16.1 18479.365 0.915782175184201 0.14660228757972196 0.2291586973096638 6.436514377593994 11030.195 0.923644539073552 0.128815612407549 0.31034185742238446 6.12571907043457 True 8 3600 10.08 14.0 18808.043 0.9250528551812466 0.1435722373042086 0.338044833900589 9.198451042175293 11874.103 0.9314837988211783 0.12571564637099522 0.41633017017418855 8.871448516845703 False 9 3700 9.598 14.07 18043.299 0.9153089016233626 0.15107104747786332 0.26257909821941994 6.333964824676514 11161.859 0.923336115812772 0.13288581119956536 0.3325065568147661 6.0309295654296875 False 9 3800 9.702 13.74 18578.975 0.9276480202507927 0.13143601144897007 0.4519206419564135 5.494525909423828 11578.075 0.9350812775389746 0.11338307107156263 0.510296799891562 5.0831451416015625 False 9 3900 9.655 17.21 19784.586 0.9207281376032646 0.13463229238528396 0.3642236144641341 6.037078380584717 11209.323 0.9284607830956817 0.11764661516948542 0.4547892695505002 5.639512538909912 False 9 4000 9.699 13.83 18486.393 0.9172760833723216 0.14217745046224073 0.4345840685289757 5.648166179656982 10943.64 0.9254366603018469 0.12522943114712995 0.5027124936841224 5.183557033538818 True 9 4100 10.01 16.28 18329.06 0.9129974091213587 0.15444088232376282 0.4300403077752435 5.617825984954834 11026.827 0.9219410323363836 0.135599958203335 0.5018999749027867 5.1949462890625 False 10 4200 9.72 13.97 19595.61 0.9068298910266304 0.16299187515509658 0.4541647389408905 5.421169757843018 10795.079 0.9179424468771556 0.13890225387702598 0.5283496304738451 4.957450866699219 True 10 4300 10.05 19.04 17548.959 0.9216163541079664 0.15898616459990164 0.4110935644362449 8.956757545471191 11626.741 0.9291745908101559 0.1373588627368518 0.4895984518587182 8.606980323791504 False 10 4400 9.823 13.73 25100.334 0.9428941552959323 0.07937380520490331 0.3751010041928414 5.766275882720947 14525.6 0.9501592704168215 0.06481151092668591 0.45041179743831666 5.2978196144104 False 10 4500 9.489 16.2 18315.08 0.9150075465596844 0.15511961508036112 0.42681829122218806 5.747337341308594 10914.453 0.9235375878071338 0.13570033682649277 0.5097802144474619 5.318822383880615 False 11 4600 9.598 13.68 19067.158 0.9022059079087106 0.17032279447106394 0.45757148966110006 5.2634453773498535 10485.484 0.9129359079362186 0.14989937969147207 0.526209993445543 4.730979919433594 True 11 4700 10.02 15.19 16435.13 0.9021321579072824 0.17177621190488299 0.456880527425319 5.492925643920898 10998.183 0.912529798444799 0.14999052664953 0.5316103916312024 4.8117995262146 False 11 4800 9.623 13.47 17064.078 0.9017694211818222 0.1735295128420584 0.46828796172524706 5.149684429168701 10545.23 0.9137724980374189 0.14934836616808345 0.5322576234196389 4.610148906707764 False 11 4900 9.633 14.48 16033.622 0.9022361282766315 0.17974757614403844 0.4729671394593729 5.964365005493164 10716.687 0.912595324948916 0.1562469255165329 0.5384210715680385 5.540341854095459 False 12 5000 9.491 13.46 16492.42 0.9077358912376117 0.16436760690973487 0.47553925548096015 5.170924186706543 11398.643 0.9182871302230585 0.13680886897438518 0.544340775695711 4.625356197357178 False 12 5100 9.517 16.51 17850.36 0.9033717881724728 0.16680540534017524 0.4768981977814792 5.085890293121338 10679.134 0.9131981103263848 0.1465489997706949 0.5417437933969892 4.525463581085205 False 12 5200 9.477 13.84 19523.678 0.9062556256605078 0.16111155702061875 0.47293252723619306 5.309379577636719 10558.737 0.9160551897078603 0.14149416829865327 0.5395949716206017 4.8210835456848145 False 12 5300 9.722 17.85 17021.21 0.9059273892994285 0.1669715854877142 0.46574480065656193 5.242439270019531 10400.728 0.9164441582884209 0.1462171572004728 0.5334574402254676 4.668610572814941 True 13 5400 10.23 13.94 15999.615 0.897395783312715 0.1764505425201778 0.482725155952852 5.064113616943359 10001.813 0.9093733627687366 0.15278272222383496 0.5478915528597277 4.441036701202393 True 13 5500 9.753 17.81 16651.105 0.9085151982708621 0.17247613880640486 0.5119921235577001 7.814845085144043 10419.465 0.9180379037055608 0.15150955669138627 0.5674367355908171 7.405816555023193 False 13 5600 9.467 13.75 15593.129 0.8999971888449471 0.1767690209268484 0.5010258056007171 4.929355144500732 10277.328 0.9124415261011605 0.15041241922117435 0.5582576246742675 4.378668785095215 False 13 5700 9.504 15.63 16835.389 0.8902950919680802 0.18689373939719567 0.5091446848733037 4.871788024902344 10134.781 0.9040166555785996 0.15952989181394553 0.5659485625923277 4.296789169311523 False 14 5800 9.635 14.2 16329.821 0.9015858310326398 0.18470495660699976 0.5075655964621705 4.965256690979004 10540.912 0.9127530694710022 0.15852991815965667 0.5673082580974959 4.436336517333984 False 14 5900 9.776 20.15 17543.613 0.891500478235992 0.18621659150851516 0.49327117945434984 5.063543796539307 9972.336 0.9050593557759864 0.15890368582249645 0.5611886121384243 4.4944844245910645 True 14 6000 10.06 13.94 15676.943 0.8951237810041732 0.19519423146205186 0.5080936397358186 5.059865474700928 10162.687 0.9072196335345907 0.16804244320383496 0.5687550272209091 4.561079978942871 False 14 6100 9.644 14.33 16621.227 0.9105141909631789 0.1532893217293027 0.48056495872011745 5.655287742614746 10776.761 0.9187668297228672 0.13381149829397107 0.5533610892873565 5.238152980804443 False 15 6200 9.914 13.65 17810.89 0.9070967261076737 0.15611202104852198 0.4806624343322598 5.220283031463623 10990.348 0.9174726839052888 0.1338806715203248 0.5466404660931079 4.706607818603516 False 15 6300 9.661 13.75 16688.164 0.9071261441898898 0.16754798878048618 0.5039987007872251 5.339775562286377 10520.061 0.9176120416985704 0.14488078080991187 0.5618549022192536 4.8362932205200195 False 15 6400 9.908 13.82 16703.332 0.8973374184857524 0.18633882162773613 0.5054595560916343 4.974062442779541 10150.065 0.909408574426441 0.16140404968146654 0.5634981820425413 4.462314605712891 False 15 6500 9.579 13.67 15431.935 0.9044669169303465 0.18507034899431118 0.5009665295100585 5.729918956756592 10333.285 0.9161458192962763 0.15848922467243606 0.5594569211587133 5.284895420074463 False 16 6600 9.596 14.08 17195.227 0.8847331595834401 0.19278044935685618 0.4978754835242299 5.052219390869141 9945.124 0.900794747879516 0.16041723962214496 0.5570780678120223 4.446272850036621 True 16 6700 9.723 13.76 17956.184 0.8952722398386808 0.19452926324376218 0.4838892083228043 5.0819597244262695 10366.389 0.9084179043851527 0.16434329202381837 0.5443001695867102 4.564937591552734 False 16 6800 9.75 13.92 17310.912 0.9030205983597849 0.18779892364470072 0.4997969343390874 5.63500452041626 10247.177 0.9155434426352411 0.1590855456083988 0.5580071887131606 5.200293064117432 False 16 6900 9.581 14.58 17378.096 0.8884790260211247 0.19221744676632202 0.4990097791781153 4.93241548538208 10002.839 0.9031221340938316 0.16304096283685485 0.5560873443568999 4.38839054107666 False 17 7000 9.747 14.41 16306.575 0.8816772339424709 0.20082968377902316 0.5116208637813823 4.857155799865723 9914.508 0.8984904930772157 0.16665203812933188 0.5636033389854691 4.32220458984375 True 17 7100 10.23 13.69 16430.385 0.8824244070280236 0.20604649721691365 0.5146360231804022 4.995159149169922 10061.458 0.8993801649982195 0.17055904904182773 0.5664103974730513 4.531872272491455 False 17 7200 9.566 13.56 16519.293 0.8891890164250974 0.2045202463286913 0.5001933868147237 4.999013423919678 9883.028 0.9049926505375088 0.17004320384232566 0.5532593844779243 4.494498252868652 True 17 7300 10.44 13.44 17380.016 0.8836938631530302 0.20180012304768355 0.5037689315225654 4.926080703735352 9883.449 0.9003415775138396 0.16794284817574545 0.5563588385956931 4.367591381072998 True 18 7400 10.16 13.83 17487.693 0.8871890601009571 0.194983734487796 0.5043688382816097 4.901110649108887 9734.51 0.9031047853066541 0.16321386695658158 0.5527824491632811 4.405467510223389 True 18 7500 10.03 13.79 15987.499 0.880483675861441 0.2084269651621561 0.5052610659581951 4.888502597808838 9840.445 0.8988717633773412 0.16959268123912435 0.5579461151775661 4.373620986938477 False 18 7600 9.565 14.04 15858.8 0.8866336832235001 0.18519318439518664 0.48196659502906564 5.186590671539307 10756.714 0.9030389571411731 0.1521397138894443 0.5281476368311764 4.756595611572266 False 18 7700 9.616 13.76 15410.401 0.8833405390648695 0.19343340852843172 0.4949953738447328 5.058355808258057 9745.253 0.9013829206981014 0.15771932408745634 0.5458274135444727 4.590031147003174 False 18 7800 9.585 14.39 16544.984 0.9112978461917773 0.16568662602714185 0.5043127788463749 5.074915885925293 10686.261 0.9219701233926297 0.14186382601290845 0.538549840556523 4.671393394470215 False 19 7900 9.415 15.41 16211.269 0.897704082414426 0.19245305352720807 0.5058602136175342 5.203157901763916 10052.031 0.9109063529657234 0.15939912035465426 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4.258927345275879 False 20 8500 9.549 13.83 14601.133 0.8841590798661114 0.20868286528004662 0.5209590748203973 5.4840922355651855 9958.261 0.9023620921453697 0.1683056175515132 0.5677040053398384 5.0643744468688965 False 20 8600 9.566 14.45 15347.368 0.8848873724765443 0.19579238912689353 0.5171113458097273 4.830320358276367 10112.143 0.9041437431414113 0.15636467741061874 0.5660768714534709 4.318822383880615 False 21 8700 9.547 13.43 13711.798 0.8776239621159422 0.21504221736593385 0.5307777670135362 4.747286796569824 9659.751 0.8974888418609694 0.17404803119011678 0.5771952784827171 4.228307723999023 True 21 8800 10.0 14.36 13701.514 0.8883867439524732 0.20860196922381027 0.5278171310905072 4.801723003387451 9818.267 0.9072218830698869 0.1684318608745164 0.5708402330423177 4.3545989990234375 False 21 8900 9.591 14.29 13102.769 0.8820914162133513 0.22167663010486874 0.5324042059627581 4.7515435218811035 9558.491 0.9009463792873295 0.18176209903214074 0.5712538312711698 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